====================================================================== KASDORF BOOKKEEPING — LLM CLASSIFIER BAKE-OFF Started: 2026-03-09 13:30:19 ====================================================================== Loaded 100 test transactions [ 1/100] #3254 | 2025-02-20 | $ 12.72 | AMAZON.COM AMZN.COM/BILL WA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Non-Discretionary:Household Essenti / - (18.8s) [122B ] H | Non-Discretionary:Household Essenti / - (30.4s) [397B ] H | Non-Discretionary:Household Essenti / - (48.1s) ✅ ALL AGREE: Non-Discretionary:Household Essentials:Pet Costs [ 2/100] #3255 | 2025-02-20 | $ 24.65 | AMAZON.COM AMZN.COM/BILL WA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Non-Discretionary:Household Essenti / - (22.5s) [122B] JSON parse error, retrying... ({ "category": "Non-Discretionary:Household Essentials:Pet Costs", "class": "", "confidence": ") [122B ] H | Non-Discretionary:Household Essenti / - (74.6s) [397B ] H | Non-Discretionary:Household Essenti / - (43.1s) ✅ ALL AGREE: Non-Discretionary:Household Essentials:Pet Costs [ 3/100] #3245 | 2025-02-24 | $ 25.79 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Non-Discretionary:Household Essenti / - (21.2s) [122B ] H | Non-Discretionary:Household Essenti / - (30.9s) [397B ] M | Non-Discretionary:Household Essenti / - (40.9s) ✅ ALL AGREE: Non-Discretionary:Household Essentials:Pet Costs [ 4/100] #3229 | 2025-02-28 | $ 127.43 | AMAZON.COM AMZN.COM/BILL WA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (22.8s) [122B] JSON parse error, retrying... () [122B] JSON parse error, retrying... () [122B ] M | Home Spending:Household Supplies / - (105.7s) [397B ] M | Home Spending:Household Supplies / - (38.2s) ✅ ALL AGREE: Home Spending:Household Supplies [ 5/100] #3224 | 2025-03-01 | $ 15.88 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B] JSON parse error, retrying... () [35B ] H | Home Spending:Household Supplies / - (38.8s) [122B ] H | Home Spending:Household Supplies / - (44.8s) [397B ] M | Home Spending:Household Supplies / - (40.4s) ✅ ALL AGREE: Home Spending:Household Supplies [ 6/100] #3215 | 2025-03-02 | $ 165.72 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B] JSON parse error, retrying... ({ "category": "...", "class": "...", "confidence": "...", "reasoning": "...", "needs_human) [35B] JSON parse error, retrying... () ❌⚠️ [35B ] L | Uncategorized Expense / - (57.1s)